{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "0c3dd341-6a97-44bc-a1be-06a125364053",
   "metadata": {},
   "source": [
    "Chapter 08\n",
    "\n",
    "# kNN分类\n",
    "Book_7《机器学习》 | 鸢尾花书：从加减乘除到机器学习"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "3aeacfce-4246-4d6a-92c9-94f2233d213a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from matplotlib.colors import ListedColormap\n",
    "from sklearn import neighbors, datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "2e8392c9-b6bc-4d20-b64f-cbf4cf4f22b6",
   "metadata": {},
   "outputs": [],
   "source": [
    "# import the iris data\n",
    "iris = datasets.load_iris()\n",
    "\n",
    "# Only use the first two features: sepal length, sepal width\n",
    "X = iris.data[:, :2]\n",
    "\n",
    "# Vector of labels\n",
    "y = iris.target"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "1bb82835-c319-4579-b1d5-40d05213f639",
   "metadata": {},
   "outputs": [],
   "source": [
    "# generate mesh\n",
    "h = .02  # step size in the mesh\n",
    "x1_min, x1_max = X[:, 0].min() - 0.2, X[:, 0].max() + 0.2\n",
    "x2_min, x2_max = X[:, 1].min() - 0.2, X[:, 1].max() + 0.2\n",
    "xx1, xx2 = np.meshgrid(np.arange(x1_min, x1_max, h),np.arange(x2_min, x2_max, h))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "403ca103-d39d-417f-8ea2-432fcf5c8833",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create color maps\n",
    "rgb = [[255, 238, 255],  # red\n",
    "       [219, 238, 244],  # blue\n",
    "       [228, 228, 228]]  # black\n",
    "rgb = np.array(rgb)/255.\n",
    "\n",
    "cmap_light = ListedColormap(rgb)\n",
    "cmap_bold = [[255, 51, 0], [0, 153, 255],[138,138,138]]\n",
    "cmap_bold = np.array(cmap_bold)/255."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "f4e71a2b-4e8e-44df-aefa-6ef9daf6541b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 近邻数量\n",
    "k_neighbors = 4\n",
    "    \n",
    "# kNN分类器\n",
    "clf = neighbors.KNeighborsClassifier(k_neighbors)\n",
    "\n",
    "# 拟合数据\n",
    "clf.fit(X, y)\n",
    "\n",
    "# 查询点\n",
    "q = np.c_[xx1.ravel(), xx2.ravel()];\n",
    "\n",
    "# 预测\n",
    "y_predict = clf.predict(q)\n",
    "\n",
    "# 规整形状\n",
    "y_predict = y_predict.reshape(xx1.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "2c2b9b86-c72e-4ba7-8d72-9ae3c175086d",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\seaborn\\_oldcore.py:200: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n",
      "  if palette in QUAL_PALETTES:\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# visualization\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "# plot decision regions\n",
    "plt.contourf(xx1, xx2, y_predict, cmap=cmap_light)\n",
    "\n",
    "# plot decision boundaries\n",
    "plt.contour(xx1, xx2, y_predict, levels=[0,1,2], colors=np.array([0, 68, 138])/255.)\n",
    "\n",
    "# Plot data points\n",
    "sns.scatterplot(x=X[:, 0], y=X[:, 1], hue=iris.target_names[y],\n",
    "                palette=cmap_bold, alpha=1.0, \n",
    "                linewidth = 1, edgecolor=[1,1,1])\n",
    "\n",
    "# Figure decorations\n",
    "plt.xlim(xx1.min(), xx1.max())\n",
    "plt.ylim(xx2.min(), xx2.max())\n",
    "plt.title(\"k-NN classifier (k = %i, weights = 'uniform')\"\n",
    "          % (k_neighbors))\n",
    "plt.xlabel(iris.feature_names[0])\n",
    "plt.ylabel(iris.feature_names[1])\n",
    "ax.grid(linestyle='--', linewidth=0.25, color=[0.5,0.5,0.5])\n",
    "plt.tight_layout()\n",
    "plt.axis('equal')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
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